{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fc9cfbb1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "                 Open       High        Low      Close  Adj Close     Volume\n",
      "Date                                                                        \n",
      "2020-01-02  74.059998  75.150002  73.797501  75.087502  73.449394  135480400\n",
      "2020-01-03  74.287498  75.144997  74.125000  74.357498  72.735306  146322800\n",
      "2020-01-06  73.447502  74.989998  73.187500  74.949997  73.314873  118387200\n",
      "2020-01-07  74.959999  75.224998  74.370003  74.597504  72.970078  108872000\n",
      "2020-01-08  74.290001  76.110001  74.290001  75.797501  74.143898  132079200\n"
     ]
    }
   ],
   "source": [
    "import pandas_datareader.data as web\n",
    "import datetime\n",
    "import yfinance as yf\n",
    "start = '2020-01-01'\n",
    "end = '2023-01-01'\n",
    "aapl = yf.download(\"AAPL\",start, end)\n",
    "print(aapl.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e331f286",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 Open       High        Low      Close  Adj Close     Volume  \\\n",
      "Date                                                                           \n",
      "2020-01-02  74.059998  75.150002  73.797501  75.087502  73.449394  135480400   \n",
      "2020-01-03  74.287498  75.144997  74.125000  74.357498  72.735306  146322800   \n",
      "2020-01-06  73.447502  74.989998  73.187500  74.949997  73.314873  118387200   \n",
      "2020-01-07  74.959999  75.224998  74.370003  74.597504  72.970078  108872000   \n",
      "2020-01-08  74.290001  76.110001  74.290001  75.797501  74.143898  132079200   \n",
      "\n",
      "            SMA20  SMA50  \n",
      "Date                      \n",
      "2020-01-02    NaN    NaN  \n",
      "2020-01-03    NaN    NaN  \n",
      "2020-01-06    NaN    NaN  \n",
      "2020-01-07    NaN    NaN  \n",
      "2020-01-08    NaN    NaN  \n"
     ]
    }
   ],
   "source": [
    "aapl['SMA20'] = aapl['Close'].rolling(window=20).mean()\n",
    "aapl['SMA50'] = aapl['Close'].rolling(window=50).mean()\n",
    "print(aapl.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6ba5e1bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 Open       High        Low      Close  Adj Close     Volume  \\\n",
      "Date                                                                           \n",
      "2020-01-02  74.059998  75.150002  73.797501  75.087502  73.449394  135480400   \n",
      "2020-01-03  74.287498  75.144997  74.125000  74.357498  72.735306  146322800   \n",
      "2020-01-06  73.447502  74.989998  73.187500  74.949997  73.314873  118387200   \n",
      "2020-01-07  74.959999  75.224998  74.370003  74.597504  72.970078  108872000   \n",
      "2020-01-08  74.290001  76.110001  74.290001  75.797501  74.143898  132079200   \n",
      "\n",
      "            SMA20  SMA50  Signal  Position  \n",
      "Date                                        \n",
      "2020-01-02    NaN    NaN     0.0       NaN  \n",
      "2020-01-03    NaN    NaN     0.0       0.0  \n",
      "2020-01-06    NaN    NaN     0.0       0.0  \n",
      "2020-01-07    NaN    NaN     0.0       0.0  \n",
      "2020-01-08    NaN    NaN     0.0       0.0  \n"
     ]
    }
   ],
   "source": [
    "aapl['Signal'] = 0.0\n",
    "aapl['Signal'] = np.where(aapl['SMA20'] > aapl['SMA50'], 1.0, 0.0)\n",
    "aapl['Position'] = aapl['Signal'].diff()\n",
    "print(aapl.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1652ce98",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 Open       High        Low      Close  Adj Close     Volume  \\\n",
      "Date                                                                           \n",
      "2020-01-02  74.059998  75.150002  73.797501  75.087502  73.449394  135480400   \n",
      "2020-01-03  74.287498  75.144997  74.125000  74.357498  72.735306  146322800   \n",
      "2020-01-06  73.447502  74.989998  73.187500  74.949997  73.314873  118387200   \n",
      "2020-01-07  74.959999  75.224998  74.370003  74.597504  72.970078  108872000   \n",
      "2020-01-08  74.290001  76.110001  74.290001  75.797501  74.143898  132079200   \n",
      "\n",
      "            SMA20  SMA50  Signal  Position   Returns  Strategy  \n",
      "Date                                                            \n",
      "2020-01-02    NaN    NaN     0.0       NaN       NaN       NaN  \n",
      "2020-01-03    NaN    NaN     0.0       0.0 -0.009770       NaN  \n",
      "2020-01-06    NaN    NaN     0.0       0.0  0.007937       0.0  \n",
      "2020-01-07    NaN    NaN     0.0       0.0 -0.004714      -0.0  \n",
      "2020-01-08    NaN    NaN     0.0       0.0  0.015958       0.0  \n"
     ]
    }
   ],
   "source": [
    "aapl['Returns'] = np.log(aapl['Close'] / aapl['Close'].shift(1))\n",
    "aapl['Strategy'] = aapl['Position'].shift(1) * aapl['Returns']\n",
    "print(aapl.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "51dc6f70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e81b0d2e80>]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(aapl['Close'], label='AAPL')\n",
    "plt.plot(aapl['SMA20'], label='SMA20')\n",
    "plt.plot(aapl['SMA50'], label='SMA50')\n",
    "plt.plot(aapl[aapl['Position'] == 1].index, \n",
    "         aapl['Close'][aapl['Position'] == 1], \n",
    "         '^', markersize=10, color='g', label='buy')\n",
    "plt.plot(aapl[aapl['Position'] == -1].index, \n",
    "         aapl['Close'][aapl['Position'] == -1], \n",
    "         'v', markersize=10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "0ddd5711",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5483416670265218"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aapl['Returns'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2681dff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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